{"id":86,"date":"2026-07-15T15:36:19","date_gmt":"2026-07-15T15:36:19","guid":{"rendered":"https:\/\/v2.scripters.fr\/?page_id=86"},"modified":"2026-07-15T15:36:19","modified_gmt":"2026-07-15T15:36:19","slug":"devops-ai-ops-securite-ia","status":"publish","type":"page","link":"https:\/\/v2.scripters.fr\/?page_id=86","title":{"rendered":"DevOps, AI-Ops &#038; s\u00e9curit\u00e9 IA"},"content":{"rendered":"\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-995f960e wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<p class=\"gb-headline gb-headline-32db9a66 gb-headline-text\"><strong><br>DEVOPS &amp; AI-OPS<\/strong><\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-02e492b9 gb-headline-text\"><strong>Industrialiser vos solutions IA pour les rendre fiables<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-stackable-divider stk-block-divider has-text-align-left stk-block stk-75a12c5 is-style-bar\" data-block-id=\"75a12c5\"><style>.stk-75a12c5{border-top-left-radius:0px !important;border-top-right-radius:0px !important;border-bottom-right-radius:0px !important;border-bottom-left-radius:0px !important;overflow:hidden !important;min-height:0px !important;margin-top:15px !important}.stk-75a12c5 hr.stk-block-divider__hr{background:var(--global-color-11) !important;border-radius:calc(4px \/ 2) !important;height:4px !important;width:16% !important}@media screen and (max-width:999px){.stk-75a12c5{margin-left:20px !important}}<\/style><hr class=\"stk-block-divider__hr\"\/><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\"><div class=\"gb-container gb-container-7c7b97c5\">\n\n<p class=\"wp-block-paragraph\">Une solution IA ne doit pas rester une d\u00e9monstration fragile.<br>Elle doit \u00eatre d\u00e9ploy\u00e9e, surveill\u00e9e, s\u00e9curis\u00e9e et maintenue<br>dans un environnement ma\u00eetris\u00e9.<\/p>\n\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-60a687e scripters-offers-grid\" data-block-id=\"60a687e\"><style>.stk-60a687e{padding-bottom:51px !important;margin-bottom:0px !important}.stk-60a687e-column{--stk-columns-spacing:0px !important;--stk-column-gap:29px !important;row-gap:0px !important}@media screen and (max-width:689px){.stk-60a687e{margin-bottom:0px !important}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-60a687e-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-6821378 animated backInLeft Scripters-offer-card\" data-v=\"4\" data-block-id=\"6821378\"><style>.stk-6821378{max-width:499px !important;padding-top:0px !important;padding-right:0px !important;padding-bottom:0px !important;padding-left:0px !important}.stk-6821378-container{max-width:1500px !important}@media screen and (min-width:690px) and (max-width:999px){.stk-6821378{flex:var(--stk-flex-grow,1) 1 calc(50% - var(--stk-column-gap,0px) * 1 \/ 2 ) !important}}@media screen and (max-width:999px){.stk-6821378{margin-bottom:30px !important}}@media screen and (max-width:689px){.stk-6821378{max-width:400px !important;margin-right:25px !important;margin-left:20px !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-6821378-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-6821378-inner-blocks\"><div class=\"gb-container gb-container-e32355a9\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"gb-headline gb-headline-25d20223 gb-headline-text\"><strong>01<\/strong><\/p>\n\n\n\n<h3 class=\"gb-headline gb-headline-9477b552 gb-headline-text\"><strong>Mise en production IA<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nous pr\u00e9parons vos solutions IA pour un usage r\u00e9el, avec des d\u00e9ploiements contr\u00f4l\u00e9s et reproductibles.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pipelines CI\/CD<\/li>\n\n\n\n<li>Tests automatis\u00e9s<\/li>\n\n\n\n<li>Environnements ma\u00eetris\u00e9s<\/li>\n<\/ul>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-96db26e animated backInLeft Scripters-offer-card\" data-v=\"4\" data-block-id=\"96db26e\"><style>.stk-96db26e{max-width:499px !important;padding-top:0px !important;padding-right:0px !important;padding-bottom:0px !important;padding-left:0px !important}.stk-96db26e-container{max-width:1500px !important}@media screen and (min-width:690px) and (max-width:999px){.stk-96db26e{flex:var(--stk-flex-grow,1) 1 calc(50% - var(--stk-column-gap,0px) * 1 \/ 2 ) !important}}@media screen and (max-width:999px){.stk-96db26e{margin-bottom:30px !important}}@media screen and (max-width:689px){.stk-96db26e{max-width:400px !important;margin-top:40px !important;margin-right:25px !important;margin-left:20px !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-96db26e-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-96db26e-inner-blocks\"><div class=\"gb-container gb-container-521156d1\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"gb-headline gb-headline-a0412957 gb-headline-text\"><strong>02<\/strong><\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-6d50bb3a gb-headline-text\"><strong>Supervision &amp; AI-Ops<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Nous mettons en place le suivi n\u00e9cessaire pour d\u00e9tecter les erreurs, les d\u00e9rives et les incidents d\u2019usage.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Monitoring applicatif<\/li>\n\n\n\n<li>Analyse des logs<\/li>\n\n\n\n<li>Alertes intelligentes<\/li>\n<\/ul>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-9e9052e animated backInLeft Scripters-offer-card\" data-v=\"4\" data-block-id=\"9e9052e\"><style>.stk-9e9052e{max-width:499px !important;padding-top:0px !important;padding-right:0px !important;padding-bottom:0px !important;padding-left:0px !important}.stk-9e9052e-container{max-width:1500px !important}@media screen and (min-width:690px) and (max-width:999px){.stk-9e9052e{flex:var(--stk-flex-grow,1) 1 calc(50% - var(--stk-column-gap,0px) * 1 \/ 2 ) !important}}@media screen and (max-width:689px){.stk-9e9052e{max-width:400px !important;margin-top:40px !important;margin-right:25px !important;margin-left:20px !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-9e9052e-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-9e9052e-inner-blocks\"><div class=\"gb-container gb-container-a65ef309\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"gb-headline gb-headline-3a87e034 gb-headline-text\"><strong>03<\/strong><\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-41e03e66 gb-headline-text\"><strong>S\u00e9curit\u00e9 des solutions IA<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Nous s\u00e9curisons les acc\u00e8s, les donn\u00e9es et les connecteurs pour limiter les risques en production.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Gestion des droits<\/li>\n\n\n\n<li>Protection des secrets<\/li>\n\n\n\n<li>Contr\u00f4les s\u00e9curit\u00e9<\/li>\n<\/ul>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-background is-layout-constrained wp-block-group-is-layout-constrained\" style=\"background:linear-gradient(135deg,rgb(1,0,0) 0%,rgb(0,25,77) 100%)\"><div class=\"gb-container gb-container-f8ca847e\">\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-995f960e wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<p class=\"gb-headline gb-headline-e450a0e3 gb-headline-text\"><strong>CAS D&rsquo;USAGE <\/strong><\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-57b822ab gb-headline-text\"><strong>Quand vos solutions IA<br>doivent passer \u00e0 l\u2019\u00e9chelle<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-stackable-divider stk-block-divider has-text-align-left stk-block stk-1abef42 is-style-bar\" data-block-id=\"1abef42\"><style>.stk-1abef42{border-top-left-radius:0px !important;border-top-right-radius:0px !important;border-bottom-right-radius:0px !important;border-bottom-left-radius:0px !important;overflow:hidden !important;min-height:0px !important;margin-top:15px !important}.stk-1abef42 hr.stk-block-divider__hr{background:var(--global-color-9) !important;border-radius:calc(4px \/ 2) !important;height:4px !important;width:16% !important}@media screen and (max-width:999px){.stk-1abef42{margin-left:20px !important}}@media screen and (max-width:689px){.stk-1abef42{margin-right:15px !important;margin-left:15px !important}}<\/style><hr class=\"stk-block-divider__hr\"\/><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\"><div class=\"gb-container gb-container-78ae4a75\">\n\n<p class=\"has-base-3-color has-text-color has-link-color wp-elements-1d26f8dcd2c21e489c3655f54e3f5b3d wp-block-paragraph\">Apr\u00e8s le prototype, les enjeux changent : disponibilit\u00e9, s\u00e9curit\u00e9, co\u00fbts,<br>temps de r\u00e9ponse et suivi des incidents deviennent essentiels<br>pour garder une solution fiable en production.<\/p>\n\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-fecf303\" data-block-id=\"fecf303\"><style>@media screen and (max-width:689px){.stk-fecf303{margin-top:-12px !important}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-fecf303-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-6060f43\" data-v=\"4\" data-block-id=\"6060f43\"><style>@media screen and (max-width:689px){.stk-6060f43{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-6060f43-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-6060f43-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-6060f43-inner-blocks\"><div class=\"gb-container gb-container-a6bad7c8\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-center stk-block stk-fe2ba6b\" data-block-id=\"fe2ba6b\"><style>.stk-fe2ba6b .stk--svg-wrapper .stk--inner-svg svg:last-child,.stk-fe2ba6b .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g,path,rect,polygon,ellipse){fill:var(--base-3) !important}.stk-fe2ba6b .stk--svg-wrapper .stk--inner-svg{background-color:var(--global-color-11) !important;border-radius:30% !important;padding:10px !important}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-fe2ba6b\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-fe-2-ba-6-b-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-fe-2-ba-6-b-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg  viewBox=\"0 0 640 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M624 416H381.54c-.74 19.81-14.71 32-32.74 32H288c-18.69 0-33.02-17.47-32.77-32H16c-8.8 0-16 7.2-16 16v16c0 35.2 28.8 64 64 64h512c35.2 0 64-28.8 64-64v-16c0-8.8-7.2-16-16-16zM576 48c0-26.4-21.6-48-48-48H112C85.6 0 64 21.6 64 48v336h512V48zm-64 272H128V64h384v256z\"><\/path><\/svg><\/div><\/span><\/div>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">D\u00e9ployer sans interrompre<br>les services existants.<\/p>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-2865809\" data-v=\"4\" data-block-id=\"2865809\"><style>@media screen and (max-width:689px){.stk-2865809{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-2865809-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-2865809-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-2865809-inner-blocks\"><div class=\"gb-container gb-container-4df869fd\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-center stk-block stk-29f57a9\" data-block-id=\"29f57a9\"><style>.stk-29f57a9 .stk--svg-wrapper .stk--inner-svg svg:last-child,.stk-29f57a9 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g,path,rect,polygon,ellipse){fill:var(--base-3) !important}.stk-29f57a9 .stk--svg-wrapper .stk--inner-svg{background-color:var(--global-color-11) !important;border-radius:29% !important;padding:10px !important}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-29f57a9\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-29-f-57-a-9-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-29-f-57-a-9-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg  viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M256,8C119,8,8,119,8,256S119,504,256,504,504,393,504,256,393,8,256,8Zm92.49,313h0l-20,25a16,16,0,0,1-22.49,2.5h0l-67-49.72a40,40,0,0,1-15-31.23V112a16,16,0,0,1,16-16h32a16,16,0,0,1,16,16V256l58,42.5A16,16,0,0,1,348.49,321Z\"><\/path><\/svg><\/div><\/span><\/div>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">Surveiller les erreurs, latences<br>et comportements inattendus.<\/p>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-6027f85\" data-v=\"4\" data-block-id=\"6027f85\"><style>@media screen and (max-width:689px){.stk-6027f85{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-6027f85-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-6027f85-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-6027f85-inner-blocks\"><div class=\"gb-container gb-container-a3ae65de\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-center stk-block stk-0c65a93\" data-block-id=\"0c65a93\"><style>.stk-0c65a93 .stk--svg-wrapper .stk--inner-svg svg:last-child,.stk-0c65a93 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g,path,rect,polygon,ellipse){fill:var(--base-3) !important}.stk-0c65a93 .stk--svg-wrapper .stk--inner-svg{background-color:var(--global-color-11) !important;border-radius:30% !important;padding:10px !important}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-0c65a93\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-0-c-65-a-93-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-0-c-65-a-93-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg  viewBox=\"0 0 640 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M320.67 64c-442.6 0-357.57 384-158.46 384 39.9 0 77.47-20.69 101.42-55.86l25.73-37.79c15.66-22.99 46.97-22.99 62.63 0l25.73 37.79C401.66 427.31 439.23 448 479.13 448c189.86 0 290.63-384-158.46-384zM184 308.36c-41.06 0-67.76-25.66-80.08-41.05-5.23-6.53-5.23-16.09 0-22.63 12.32-15.4 39.01-41.05 80.08-41.05s67.76 25.66 80.08 41.05c5.23 6.53 5.23 16.09 0 22.63-12.32 15.4-39.02 41.05-80.08 41.05zm272 0c-41.06 0-67.76-25.66-80.08-41.05-5.23-6.53-5.23-16.09 0-22.63 12.32-15.4 39.01-41.05 80.08-41.05s67.76 25.66 80.08 41.05c5.23 6.53 5.23 16.09 0 22.63-12.32 15.4-39.02 41.05-80.08 41.05z\"><\/path><\/svg><\/div><\/span><\/div>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">Contr\u00f4ler les API, secrets<br>et permissions sensibles.<\/p>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-ae4ed24\" data-v=\"4\" data-block-id=\"ae4ed24\"><style>@media screen and (max-width:689px){.stk-ae4ed24{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-ae4ed24-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-ae4ed24-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-ae4ed24-inner-blocks\"><div class=\"gb-container gb-container-8197775e\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-center stk-block stk-3e2db83\" data-block-id=\"3e2db83\"><style>.stk-3e2db83 .stk--svg-wrapper .stk--inner-svg svg:last-child,.stk-3e2db83 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g,path,rect,polygon,ellipse){fill:var(--base-3) !important}.stk-3e2db83 .stk--svg-wrapper .stk--inner-svg{background-color:var(--global-color-11) !important;border-radius:30% !important;padding:10px !important}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-3e2db83\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-3-e-2-db-83-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-3-e-2-db-83-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg  viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"><\/path><\/svg><\/div><\/span><\/div>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">Corriger, optimiser<br>et faire \u00e9voluer la solution.<\/p>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n<\/div><\/div>\n\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-base-3-background-color has-background is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"gb-container gb-container-89545e1a alignwide\">\n\n<div class=\"wp-block-group alignwide ia-method-row is-horizontal is-content-justification-left is-nowrap is-layout-flex wp-container-core-group-is-layout-b50e8c7d wp-block-group-is-layout-flex\"><div class=\"gb-container gb-container-afe4a459 alignwide\">\n\n<div class=\"wp-block-group ia-method-left is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"gb-headline gb-headline-5dde2cd9 gb-headline-text\"><strong>NOTRE METHODE <\/strong><\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-045a4fd9 gb-headline-text\"><strong>D\u00e9ployer, superviser<br>et s\u00e9curiser vos IA<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-stackable-divider stk-block-divider has-text-align-left stk-block stk-61b227a is-style-bar\" data-block-id=\"61b227a\"><style>.stk-61b227a{border-top-left-radius:0px !important;border-top-right-radius:0px !important;border-bottom-right-radius:0px !important;border-bottom-left-radius:0px !important;overflow:hidden !important;min-height:0px !important;margin-top:15px !important}.stk-61b227a hr.stk-block-divider__hr{background:var(--global-color-11) !important;border-radius:calc(4px \/ 2) !important;height:4px !important;width:16% !important}<\/style><hr class=\"stk-block-divider__hr\"\/><\/div>\n\n\n\n<p class=\"has-contrast-color has-text-color has-link-color wp-elements-2ed28e3d9c2abf7953f45f8bc98fb189 wp-block-paragraph\">Scripters met en place un socle DevOps, AI-Ops et s\u00e9curit\u00e9<br>pour fiabiliser vos solutions IA en production.<\/p>\n<\/div>\n\n<\/div>\n\n\n<div class=\"wp-block-group ia-method-right is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-stackable-columns stk-block-columns stk-block stk-c4cc1df ia-method-cards\" data-block-id=\"c4cc1df\"><style>.stk-c4cc1df .stk--block-align-c4cc1df{align-items:stretch !important}.stk-c4cc1df-column{flex-wrap:wrap !important;--stk-flex-grow:0 !important}@media screen and (max-width:689px){.stk-c4cc1df-column{--stk-column-gap:0px !important}}<\/style><div class=\"stk-row stk-inner-blocks has-text-align-left stk--block-align-c4cc1df stk-block-content stk-content-align stk-c4cc1df-column\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-a486a18\" data-v=\"4\" data-block-id=\"a486a18\"><style>@media screen and (min-width:690px){.stk-a486a18{flex:var(--stk-flex-grow,1) 1 calc(100% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}}@media screen and (max-width:689px){.stk-a486a18{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-a486a18-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-a486a18-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-a486a18-inner-blocks\"><div class=\"gb-container gb-container-4fb95632\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"gb-headline gb-headline-7023ed61 gb-headline-text\"><strong>01<\/strong><\/p>\n\n\n\n<h3 class=\"gb-headline gb-headline-c119cdd3 gb-headline-text\"><strong>Cadrage technique<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nous identifions les mod\u00e8les, API, flux et donn\u00e9es<br>\u00e0 encadrer avant la mise en production.<\/p>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-118bbd7\" data-v=\"4\" data-block-id=\"118bbd7\"><style>@media screen and (min-width:690px){.stk-118bbd7{flex:var(--stk-flex-grow,1) 1 calc(100% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}}@media screen and (max-width:689px){.stk-118bbd7{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-118bbd7-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-118bbd7-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-118bbd7-inner-blocks\"><div class=\"gb-container gb-container-8212ffe2\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"gb-headline gb-headline-dd7e1eb3 gb-headline-text\"><strong>02<\/strong><\/p>\n\n\n\n<h3 class=\"gb-headline gb-headline-2e0c5337 gb-headline-text\"><strong>Cha\u00eene DevOps IA<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nous automatisons les tests et les d\u00e9ploiements<br>pour livrer les \u00e9volutions avec contr\u00f4le.<\/p>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-c46d9bd\" data-v=\"4\" data-block-id=\"c46d9bd\"><style>@media screen and (min-width:690px){.stk-c46d9bd{flex:var(--stk-flex-grow,1) 1 calc(100% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}}@media screen and (max-width:689px){.stk-c46d9bd{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-c46d9bd-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-c46d9bd-container stk--no-background stk--no-padding\"><div class=\"has-text-align-left stk-block-content stk-inner-blocks stk-c46d9bd-inner-blocks\"><div class=\"gb-container gb-container-82cf18c7\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"gb-headline gb-headline-bcb89458 gb-headline-text\"><strong>03<\/strong><\/p>\n\n\n\n<h3 class=\"gb-headline gb-headline-85e8dd0c gb-headline-text\"><strong>Supervision AI-Ops<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nous suivons les logs, performances et anomalies<br>pour d\u00e9tecter rapidement les incidents.<\/p>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-713ac68\" data-v=\"4\" data-block-id=\"713ac68\"><style>@media screen and (min-width:690px){.stk-713ac68{flex:var(--stk-flex-grow,1) 1 calc(100% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}}@media screen and (max-width:689px){.stk-713ac68{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-713ac68-container{max-width:372px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-713ac68-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-713ac68-inner-blocks\"><div class=\"gb-container gb-container-c6615fdf\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"gb-headline gb-headline-c3331104 gb-headline-text\"><strong>04<\/strong><\/p>\n\n\n\n<h3 class=\"gb-headline gb-headline-a5029943 gb-headline-text\"><strong>S\u00e9curit\u00e9 production<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nous prot\u00e9geons les acc\u00e8s, secrets et connecteurs<br>pour r\u00e9duire les risques techniques.<\/p>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-background is-layout-constrained wp-block-group-is-layout-constrained\" style=\"background:linear-gradient(135deg,rgb(1,0,0) 0%,rgb(0,25,77) 100%)\"><div class=\"gb-container gb-container-59933e7e alignwide\">\n\n<div class=\"wp-block-group alignwide is-content-justification-left is-nowrap is-layout-flex wp-container-core-group-is-layout-463c776c wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"gb-headline gb-headline-51f55891 gb-headline-text\"><strong>CONTR\u00d4LE OP\u00c9RATIONNEL<\/strong><\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-6470ca74 gb-headline-text\"><strong>Garder la ma\u00eetrise de vos syst\u00e8mes IA apr\u00e8s leur mise en production<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-stackable-divider stk-block-divider has-text-align-left stk-block stk-db160a4 is-style-bar\" data-block-id=\"db160a4\"><style>.stk-db160a4{border-top-left-radius:0px !important;border-top-right-radius:0px !important;border-bottom-right-radius:0px !important;border-bottom-left-radius:0px !important;overflow:hidden !important;min-height:0px !important;margin-top:15px !important}.stk-db160a4 hr.stk-block-divider__hr{background:var(--global-color-9) !important;border-radius:calc(4px \/ 2) !important;height:4px !important;width:16% !important}<\/style><hr class=\"stk-block-divider__hr\"\/><\/div>\n\n\n<div class=\"gb-container gb-container-193f97eb\">\n\n<p class=\"has-base-3-color has-text-color has-link-color wp-elements-a10d6f5c2f85f266ca36c41583ac314f wp-block-paragraph\">Une fois d\u00e9ploy\u00e9e, une solution IA doit rester observable, r\u00e9versible<br>et encadr\u00e9e pour \u00e9viter les d\u00e9rives techniques ou les incidents invisibles.<\/p>\n\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"gb-container gb-container-1f6f4406\">\n\n<h3 class=\"gb-headline gb-headline-75b477d9 gb-headline-text\"><strong>GARDE-FOUS TECHNIQUES<\/strong><\/h3>\n\n\n\n<div class=\"wp-block-stackable-icon-box stk-block-icon-box stk-block stk-83af8f7\" data-v=\"2\" data-block-id=\"83af8f7\"><div class=\"stk-block-content stk-inner-blocks stk-block-icon-box__content stk-container stk-83af8f7-container stk--no-background stk--no-padding\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block-icon-label--use-flex-basis stk-block stk-298ba0e\" data-block-id=\"298ba0e\"><style>.stk-298ba0e{margin-bottom:0px !important}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-left stk-block stk-a714b1c\" data-block-id=\"a714b1c\"><style>.stk-a714b1c .stk--svg-wrapper .stk--inner-svg svg:last-child{height:32px !important;width:32px !important}.stk-a714b1c .stk--svg-wrapper .stk--inner-svg svg:last-child,.stk-a714b1c .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g,path,rect,polygon,ellipse){fill:var(--global-color-9) !important}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-a714b1c\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-a-714-b-1-c-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-a-714-b-1-c-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg  viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"><\/path><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-c47c2fe\" id=\"strong-tracabilite-des-actions-strong\" data-block-id=\"c47c2fe\"><style>.stk-c47c2fe .stk-block-heading__text{font-size:18px !important}@media screen and (max-width:999px){.stk-c47c2fe .stk-block-heading__text{font-size:18px !important}}<\/style><h4 class=\"stk-block-heading__text\"><strong>Tra\u00e7abilit\u00e9 des actions<\/strong><\/h4><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-e9c1f4e\" data-block-id=\"e9c1f4e\"><style>.stk-e9c1f4e .stk-block-text__text{font-size:15px !important}@media screen and (max-width:999px){.stk-e9c1f4e .stk-block-text__text{font-size:15px !important}}<\/style><p class=\"stk-block-text__text\">Chaque appel, erreur ou d\u00e9cision critique peut \u00eatre analys\u00e9.<\/p><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-icon-box stk-block-icon-box stk-block stk-1c40319\" data-v=\"2\" data-block-id=\"1c40319\"><div class=\"stk-block-content stk-inner-blocks stk-block-icon-box__content stk-container stk-1c40319-container stk--no-background stk--no-padding\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block-icon-label--use-flex-basis stk-block stk-dd5a262\" data-block-id=\"dd5a262\"><style>.stk-dd5a262{margin-bottom:0px !important}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-left stk-block stk-e38240e\" data-block-id=\"e38240e\"><style>.stk-e38240e .stk--svg-wrapper .stk--inner-svg svg:last-child{height:32px !important;width:32px !important}.stk-e38240e .stk--svg-wrapper .stk--inner-svg svg:last-child,.stk-e38240e .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g,path,rect,polygon,ellipse){fill:var(--global-color-9) !important}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-e38240e\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-e-38240-e-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-e-38240-e-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg  viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"><\/path><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-14699cb\" id=\"strong-seuils-dalerte-strong\" data-block-id=\"14699cb\"><style>.stk-14699cb .stk-block-heading__text{font-size:18px !important}@media screen and (max-width:999px){.stk-14699cb .stk-block-heading__text{font-size:18px !important}}<\/style><h4 class=\"stk-block-heading__text\"><strong>Seuils d\u2019alerte<\/strong><\/h4><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-f9a85fc\" data-block-id=\"f9a85fc\"><style>.stk-f9a85fc .stk-block-text__text{font-size:15px !important}@media screen and (max-width:999px){.stk-f9a85fc .stk-block-text__text{font-size:15px !important}}<\/style><p class=\"stk-block-text__text\">Les anomalies sont d\u00e9tect\u00e9es avant d\u2019impacter les utilisateurs.<\/p><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-icon-box stk-block-icon-box stk-block stk-3485376\" data-v=\"2\" data-block-id=\"3485376\"><div class=\"stk-block-content stk-inner-blocks stk-block-icon-box__content stk-container stk-3485376-container stk--no-background stk--no-padding\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block-icon-label--use-flex-basis stk-block stk-973c2c2\" data-block-id=\"973c2c2\"><style>.stk-973c2c2{margin-bottom:0px !important}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-left stk-block stk-a3cdb48\" data-block-id=\"a3cdb48\"><style>.stk-a3cdb48 .stk--svg-wrapper .stk--inner-svg svg:last-child{height:32px !important;width:32px !important}.stk-a3cdb48 .stk--svg-wrapper .stk--inner-svg svg:last-child,.stk-a3cdb48 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g,path,rect,polygon,ellipse){fill:var(--global-color-9) !important}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-a3cdb48\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-a-3-cdb-48-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-a-3-cdb-48-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg  viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"><\/path><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-380b758\" id=\"strong-gestion-des-donnees-sensibles-strong\" data-block-id=\"380b758\"><style>.stk-380b758 .stk-block-heading__text{font-size:18px !important}@media screen and (max-width:999px){.stk-380b758 .stk-block-heading__text{font-size:18px !important}}<\/style><h4 class=\"stk-block-heading__text\"><strong>Gestion des donn\u00e9es sensibles<\/strong><\/h4><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-246e59c\" data-block-id=\"246e59c\"><style>.stk-246e59c .stk-block-text__text{font-size:15px !important}@media screen and (max-width:999px){.stk-246e59c .stk-block-text__text{font-size:15px !important}}<\/style><p class=\"stk-block-text__text\">Les cl\u00e9s API, tokens et acc\u00e8s sensibles restent prot\u00e9g\u00e9s.<\/p><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-icon-box stk-block-icon-box stk-block stk-549d127\" data-v=\"2\" data-block-id=\"549d127\"><div class=\"stk-block-content stk-inner-blocks stk-block-icon-box__content stk-container stk-549d127-container stk--no-background stk--no-padding\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block-icon-label--use-flex-basis stk-block stk-580f04c\" data-block-id=\"580f04c\"><style>.stk-580f04c{margin-bottom:0px !important}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-left stk-block stk-0ee2018\" data-block-id=\"0ee2018\"><style>.stk-0ee2018 .stk--svg-wrapper .stk--inner-svg svg:last-child{height:32px !important;width:32px !important}.stk-0ee2018 .stk--svg-wrapper .stk--inner-svg svg:last-child,.stk-0ee2018 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g,path,rect,polygon,ellipse){fill:var(--global-color-9) !important}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-0ee2018\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-0-ee-2018-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-0-ee-2018-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg  viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"><\/path><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-aff1c86\" id=\"strong-retour-arriere-maitrise-strong\" data-block-id=\"aff1c86\"><style>.stk-aff1c86 .stk-block-heading__text{font-size:18px !important}@media screen and (max-width:999px){.stk-aff1c86 .stk-block-heading__text{font-size:18px !important}}<\/style><h4 class=\"stk-block-heading__text\"><strong>Retour arri\u00e8re ma\u00eetris\u00e9<\/strong><\/h4><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-7febd4c\" data-block-id=\"7febd4c\"><style>.stk-7febd4c .stk-block-text__text{font-size:15px !important}@media screen and (max-width:999px){.stk-7febd4c .stk-block-text__text{font-size:15px !important}}<\/style><p class=\"stk-block-text__text\">Une version instable peut \u00eatre isol\u00e9e ou remplac\u00e9e rapidement.<\/p><\/div>\n<\/div><\/div>\n\n<\/div><\/div>\n<\/div>\n\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-995f960e wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<p class=\"gb-headline gb-headline-91d25bc0 gb-headline-text\"><strong>TECHNOLOGIES &amp; INTEGRATIONS<\/strong><\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-7e4b0312 gb-headline-text\"><strong>Un socle technique connect\u00e9 \u00e0 votre environnement IA<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-stackable-divider stk-block-divider has-text-align-left stk-block stk-e998ce9 is-style-bar\" data-block-id=\"e998ce9\"><style>.stk-e998ce9{border-top-left-radius:0px !important;border-top-right-radius:0px !important;border-bottom-right-radius:0px !important;border-bottom-left-radius:0px !important;overflow:hidden !important;min-height:0px !important;margin-top:15px !important}.stk-e998ce9 hr.stk-block-divider__hr{background:var(--global-color-11) !important;border-radius:calc(4px \/ 2) !important;height:4px !important;width:16% !important}@media screen and (max-width:999px){.stk-e998ce9{margin-left:20px !important}}@media screen and (max-width:689px){.stk-e998ce9{margin-right:15px !important;margin-left:15px !important}}<\/style><hr class=\"stk-block-divider__hr\"\/><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\"><div class=\"gb-container gb-container-e2bac62a\">\n\n<p class=\"wp-block-paragraph\">Une solution IA fiable d\u00e9pend aussi de ce qui l\u2019entoure : API, logs,<br>connecteurs, mod\u00e8les, acc\u00e8s et outils de supervision.<br>Nous int\u00e9grons ces briques pour garder un syst\u00e8me observable et s\u00e9curis\u00e9.<\/p>\n\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-stackable-columns stk-block-columns stk-block stk-468dd5a\" data-block-id=\"468dd5a\"><style>.stk-468dd5a .stk--block-align-468dd5a{align-items:center !important}<\/style><div class=\"stk-row stk-inner-blocks has-text-align-center stk--block-align-468dd5a stk-block-content stk-content-align stk-468dd5a-column\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-f9a4606\" data-v=\"4\" data-block-id=\"f9a4606\"><style>@media screen and (max-width:689px){.stk-f9a4606{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-f9a4606-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-f9a4606-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-f9a4606-inner-blocks\"><div class=\"gb-container gb-container-0f47bd9d\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"gb-headline gb-headline-161395ac gb-headline-text\"><strong>Pipelines CI\/CD<\/strong><\/h3>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-f6c83b1\" data-v=\"4\" data-block-id=\"f6c83b1\"><style>@media screen and (max-width:689px){.stk-f6c83b1{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-f6c83b1-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-f6c83b1-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-f6c83b1-inner-blocks\"><div class=\"gb-container gb-container-e1d7d394\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"gb-headline gb-headline-02443706 gb-headline-text\"><strong>API &amp; connecteurs<\/strong><\/h3>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-f1cb1be\" data-v=\"4\" data-block-id=\"f1cb1be\"><style>@media screen and (max-width:689px){.stk-f1cb1be{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-f1cb1be-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-f1cb1be-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-f1cb1be-inner-blocks\"><div class=\"gb-container gb-container-bcf90305\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"gb-headline gb-headline-4d49afbe gb-headline-text\"><strong>Logs applicatifs<\/strong><\/h3>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-1314ff6\" data-v=\"4\" data-block-id=\"1314ff6\"><style>@media screen and (max-width:689px){.stk-1314ff6{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-1314ff6-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-1314ff6-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-1314ff6-inner-blocks\"><div class=\"gb-container gb-container-896176ee\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"gb-headline gb-headline-506c8770 gb-headline-text\"><strong>Monitoring IA<\/strong><\/h3>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns stk-block-columns stk-block stk-e74a9b1\" data-block-id=\"e74a9b1\"><style>.stk-e74a9b1 .stk--block-align-e74a9b1{align-items:center !important}<\/style><div class=\"stk-row stk-inner-blocks has-text-align-center stk--block-align-e74a9b1 stk-block-content stk-content-align stk-e74a9b1-column\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-e06f140\" data-v=\"4\" data-block-id=\"e06f140\"><style>@media screen and (max-width:689px){.stk-e06f140{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-e06f140-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-e06f140-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-e06f140-inner-blocks\"><div class=\"gb-container gb-container-0b36e08c\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"gb-headline gb-headline-3c9fdf08 gb-headline-text\"><strong>Gestion des secrets<\/strong><\/h3>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-cb15397\" data-v=\"4\" data-block-id=\"cb15397\"><style>@media screen and (max-width:689px){.stk-cb15397{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-cb15397-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-cb15397-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-cb15397-inner-blocks\"><div class=\"gb-container gb-container-bb221335\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"gb-headline gb-headline-d44fd22d gb-headline-text\"><strong>Tests automatis\u00e9s<\/strong><\/h3>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-b5b5eb0\" data-v=\"4\" data-block-id=\"b5b5eb0\"><style>@media screen and (max-width:689px){.stk-b5b5eb0{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-b5b5eb0-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-b5b5eb0-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-b5b5eb0-inner-blocks\"><div class=\"gb-container gb-container-b7b16876\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"gb-headline gb-headline-396f6837 gb-headline-text\"><strong>Contr\u00f4le des acc\u00e8s<\/strong><\/h3>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-3d9a54b\" data-v=\"4\" data-block-id=\"3d9a54b\"><style>@media screen and (max-width:689px){.stk-3d9a54b{flex:var(--stk-flex-grow,1) 1 calc(90% - var(--stk-column-gap,0px) * 0 \/ 1 ) !important}.stk-3d9a54b-container{max-width:375px !important;margin-right:auto !important;margin-left:auto !important}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-3d9a54b-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-3d9a54b-inner-blocks\"><div class=\"gb-container gb-container-e8d63621\">\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"gb-headline gb-headline-614e3b46 gb-headline-text\"><strong>Alertes &amp; incidents<\/strong><\/h3>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:70px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-995f960e wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"gb-headline gb-headline-8210dc23 gb-headline-text\"><strong><strong>FAQ<\/strong><\/strong><\/h2>\n\n\n\n<div class=\"wp-block-stackable-divider stk-block-divider has-text-align-center stk-block stk-ee1b4b7 is-style-bar\" data-block-id=\"ee1b4b7\"><style>.stk-ee1b4b7{border-top-left-radius:0px !important;border-top-right-radius:0px !important;border-bottom-right-radius:0px !important;border-bottom-left-radius:0px !important;overflow:hidden !important;min-height:0px !important;margin-top:15px !important}.stk-ee1b4b7 hr.stk-block-divider__hr{background:var(--global-color-11) !important;border-radius:calc(4px \/ 2) !important;height:4px !important;width:10% !important}<\/style><hr class=\"stk-block-divider__hr\"\/><\/div>\n\n\n<div class=\"gb-container gb-container-3d7e997c alignwide\">\n\n<details class=\"wp-block-stackable-accordion stk-block-accordion stk-inner-blocks stk-block-content stk-block stk-7a0682f is-style-default\" data-block-id=\"7a0682f\">\n<summary class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-43be9ce stk--container-small stk-block-accordion__heading\" data-v=\"4\" data-block-id=\"43be9ce\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-43be9ce-container stk-hover-parent\"><div class=\"stk-block-content stk-inner-blocks stk-43be9ce-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-9f6429c\" data-block-id=\"9f6429c\"><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-211ad9f\" id=\"strong-pourquoi-une-solution-ia-a-t-elle-besoin-dun-socle-dev-ops-strong\" data-block-id=\"211ad9f\"><h4 class=\"stk-block-heading__text\"><strong>Pourquoi une solution IA a-t-elle besoin d\u2019un socle DevOps ?<\/strong><\/h4><\/div>\n\n\n\n<div class=\"wp-block-stackable-icon stk-block-icon stk-block stk-2a11b4d\" data-block-id=\"2a11b4d\"><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-2a11b4d\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-2-a-11-b-4-d-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-2-a-11-b-4-d-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg data-prefix=\"fas\" data-icon=\"chevron-down\" class=\"svg-inline--fa fa-chevron-down fa-w-14\"  viewBox=\"0 0 448 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div><\/span><\/div>\n<\/div><\/div>\n<\/div><\/div><\/summary>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-87c325e stk-block-accordion__content\" data-v=\"4\" data-block-id=\"87c325e\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-87c325e-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-87c325e-inner-blocks\">\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-631c189\" data-block-id=\"631c189\"><p class=\"stk-block-text__text\">Le DevOps permet de d\u00e9ployer une solution IA de mani\u00e8re contr\u00f4l\u00e9e, avec des environnements clairs, des tests et des mises \u00e0 jour ma\u00eetris\u00e9es. Cela \u00e9vite qu\u2019un prototype devienne une application fragile difficile \u00e0 maintenir.<\/p><\/div>\n<\/div><\/div><\/div>\n<\/details>\n\n\n\n<details class=\"wp-block-stackable-accordion stk-block-accordion stk-inner-blocks stk-block-content stk-block stk-9d2b5ce is-style-default\" data-block-id=\"9d2b5ce\">\n<summary class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-c752c0a stk--container-small stk-block-accordion__heading\" data-v=\"4\" data-block-id=\"c752c0a\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-c752c0a-container stk-hover-parent\"><div class=\"stk-block-content stk-inner-blocks stk-c752c0a-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-68339dd\" data-block-id=\"68339dd\"><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-87e3da4\" id=\"strong-quest-ce-que-l-ai-ops-apporte-a-une-solution-ia-strong\" data-block-id=\"87e3da4\"><h4 class=\"stk-block-heading__text\"><strong>Qu\u2019est-ce que l\u2019AI-Ops apporte \u00e0 une solution IA ?<\/strong><\/h4><\/div>\n\n\n\n<div class=\"wp-block-stackable-icon stk-block-icon stk-block stk-c8a8c98\" data-block-id=\"c8a8c98\"><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-c8a8c98\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-c-8-a-8-c-98-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-c-8-a-8-c-98-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg data-prefix=\"fas\" data-icon=\"chevron-down\" class=\"svg-inline--fa fa-chevron-down fa-w-14\"  viewBox=\"0 0 448 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div><\/span><\/div>\n<\/div><\/div>\n<\/div><\/div><\/summary>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-db708fd stk-block-accordion__content\" data-v=\"4\" data-block-id=\"db708fd\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-db708fd-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-db708fd-inner-blocks\">\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-ee77d7d\" data-block-id=\"ee77d7d\"><p class=\"stk-block-text__text\">L\u2019AI-Ops permet de suivre le comportement d\u2019une solution IA en production : erreurs, temps de r\u00e9ponse, logs, anomalies et incidents. L\u2019objectif est de d\u00e9tecter rapidement les probl\u00e8mes avant qu\u2019ils n\u2019impactent les utilisateurs.<\/p><\/div>\n<\/div><\/div><\/div>\n<\/details>\n\n\n\n<details class=\"wp-block-stackable-accordion stk-block-accordion stk-inner-blocks stk-block-content stk-block stk-25f3450 is-style-default\" data-block-id=\"25f3450\">\n<summary class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-087a4ce stk--container-small stk-block-accordion__heading\" data-v=\"4\" data-block-id=\"087a4ce\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-087a4ce-container stk-hover-parent\"><div class=\"stk-block-content stk-inner-blocks stk-087a4ce-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-002b242\" data-block-id=\"002b242\"><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-87675d1\" id=\"strong-quels-elements-faut-il-securiser-dans-un-projet-ia-strong\" data-block-id=\"87675d1\"><h4 class=\"stk-block-heading__text\"><strong>Quels \u00e9l\u00e9ments faut-il s\u00e9curiser dans un projet IA ?<\/strong><\/h4><\/div>\n\n\n\n<div class=\"wp-block-stackable-icon stk-block-icon stk-block stk-53bafff\" data-block-id=\"53bafff\"><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-53bafff\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-53-bafff-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-53-bafff-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg data-prefix=\"fas\" data-icon=\"chevron-down\" class=\"svg-inline--fa fa-chevron-down fa-w-14\"  viewBox=\"0 0 448 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div><\/span><\/div>\n<\/div><\/div>\n<\/div><\/div><\/summary>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-382904c stk-block-accordion__content\" data-v=\"4\" data-block-id=\"382904c\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-382904c-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-382904c-inner-blocks\">\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-22c01b7\" data-block-id=\"22c01b7\"><p class=\"stk-block-text__text\">Il faut s\u00e9curiser les acc\u00e8s, les cl\u00e9s API, les connecteurs, les donn\u00e9es utilis\u00e9es et les droits des utilisateurs. Une solution IA peut manipuler des informations sensibles, elle doit donc \u00eatre encadr\u00e9e d\u00e8s sa mise en production.<\/p><\/div>\n<\/div><\/div><\/div>\n<\/details>\n\n\n\n<details class=\"wp-block-stackable-accordion stk-block-accordion stk-inner-blocks stk-block-content stk-block stk-efb17d5 is-style-default\" data-block-id=\"efb17d5\">\n<summary class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-84f22b9 stk--container-small stk-block-accordion__heading\" data-v=\"4\" data-block-id=\"84f22b9\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-84f22b9-container stk-hover-parent\"><div class=\"stk-block-content stk-inner-blocks stk-84f22b9-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-5787365\" data-block-id=\"5787365\"><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-fe3818d\" id=\"strong-peut-on-superviser-un-agent-ia-comme-une-application-classique-strong\" data-block-id=\"fe3818d\"><h4 class=\"stk-block-heading__text\"><strong>Peut-on superviser un agent IA comme une application classique ?<\/strong><\/h4><\/div>\n\n\n\n<div class=\"wp-block-stackable-icon stk-block-icon stk-block stk-b9994cc\" data-block-id=\"b9994cc\"><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-b9994cc\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-b-9994-cc-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-b-9994-cc-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg data-prefix=\"fas\" data-icon=\"chevron-down\" class=\"svg-inline--fa fa-chevron-down fa-w-14\"  viewBox=\"0 0 448 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div><\/span><\/div>\n<\/div><\/div>\n<\/div><\/div><\/summary>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-5a1a3e8 stk-block-accordion__content\" data-v=\"4\" data-block-id=\"5a1a3e8\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-5a1a3e8-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-5a1a3e8-inner-blocks\">\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-eb25125\" data-block-id=\"eb25125\"><p class=\"stk-block-text__text\">Oui, mais il faut ajouter des contr\u00f4les adapt\u00e9s \u00e0 l\u2019IA : suivi des appels, analyse des erreurs, surveillance des co\u00fbts, contr\u00f4le des acc\u00e8s et d\u00e9tection des comportements inattendus. La supervision doit couvrir l\u2019application, les API et les usages IA.<\/p><\/div>\n<\/div><\/div><\/div>\n<\/details>\n\n\n\n<details class=\"wp-block-stackable-accordion stk-block-accordion stk-inner-blocks stk-block-content stk-block stk-4e12a04 is-style-default\" data-block-id=\"4e12a04\">\n<summary class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-ddf465e stk--container-small stk-block-accordion__heading\" data-v=\"4\" data-block-id=\"ddf465e\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-ddf465e-container stk-hover-parent\"><div class=\"stk-block-content stk-inner-blocks stk-ddf465e-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-2be79e1\" data-block-id=\"2be79e1\"><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-ee07b83\" id=\"strong-quand-faut-il-prevoir-la-securite-et-la-supervision-ia-strong\" data-block-id=\"ee07b83\"><h4 class=\"stk-block-heading__text\"><strong>Quand faut-il pr\u00e9voir la s\u00e9curit\u00e9 et la supervision IA ?<\/strong><\/h4><\/div>\n\n\n\n<div class=\"wp-block-stackable-icon stk-block-icon stk-block stk-dbc704d\" data-block-id=\"dbc704d\"><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-dbc704d\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-dbc-704-d-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-dbc-704-d-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg data-prefix=\"fas\" data-icon=\"chevron-down\" class=\"svg-inline--fa fa-chevron-down fa-w-14\"  viewBox=\"0 0 448 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div><\/span><\/div>\n<\/div><\/div>\n<\/div><\/div><\/summary>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-1734f05 stk-block-accordion__content\" data-v=\"4\" data-block-id=\"1734f05\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-1734f05-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-1734f05-inner-blocks\">\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-de61e4e\" data-block-id=\"de61e4e\"><p class=\"stk-block-text__text\">D\u00e8s le cadrage du projet. Attendre la fin du d\u00e9veloppement expose \u00e0 des risques techniques, des co\u00fbts impr\u00e9vus et des difficult\u00e9s de maintenance. La s\u00e9curit\u00e9, le monitoring et les r\u00e8gles de d\u00e9ploiement doivent \u00eatre pens\u00e9s avant la production.<\/p><\/div>\n<\/div><\/div><\/div>\n<\/details>\n\n<\/div><\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>DEVOPS &amp; AI-OPS Industrialiser vos solutions IA pour les rendre fiables Une solution IA ne doit pas rester une d\u00e9monstration fragile.Elle doit \u00eatre d\u00e9ploy\u00e9e, surveill\u00e9e, s\u00e9curis\u00e9e et maintenuedans un environnement ma\u00eetris\u00e9. 01 Mise en production IA Nous pr\u00e9parons vos solutions IA pour un usage r\u00e9el, avec des d\u00e9ploiements contr\u00f4l\u00e9s et reproductibles. 02 Supervision &amp; AI-Ops [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":70,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"open","template":"","meta":{"qubely_global_settings":"","qubely_interactions":"","footnotes":""},"class_list":["post-86","page","type-page","status-publish","has-post-thumbnail","hentry"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/v2.scripters.fr\/index.php?rest_route=\/wp\/v2\/pages\/86","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/v2.scripters.fr\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/v2.scripters.fr\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/v2.scripters.fr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/v2.scripters.fr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=86"}],"version-history":[{"count":0,"href":"https:\/\/v2.scripters.fr\/index.php?rest_route=\/wp\/v2\/pages\/86\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/v2.scripters.fr\/index.php?rest_route=\/wp\/v2\/media\/70"}],"wp:attachment":[{"href":"https:\/\/v2.scripters.fr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=86"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}